Signal-Based LinkedIn Outreach with AI

# Signal-Based LinkedIn Outreach — SoloStack Skill File
> Drop this file into your SoloStack repo and Claude Code will use it as
> context to run this workflow automatically.
---
## Overview
Scrape commenters from viral LinkedIn posts, auto-score by ICP, enrich the best, and run signal-based outreach with a 15-20% reply rate. $0 in tools.
**Apify Actor:** `apify/linkedin-post-comments-scraper`
**Pricing:** ~$1.50 per 1,000 comments
## Capabilities
1. **Farm Post Discovery** — Find LinkedIn creators who comment-gate resources ("Comment X and I'll DM you"). Their commenters are pre-qualified — they've already raised their hand as interested in your niche.
2. **Bulk Comment Scraping** — Apify scrapes every commenter from a LinkedIn post in minutes — name, headline, company, profile URL. One viral post with 800 comments = 750+ unique leads.
3. **Zero-Cost ICP Scoring** — Headline keyword matching triages leads without any AI cost. Service business signals (+2 each), non-technical signals (+1), disqualifiers (-5). 75% filtered in milliseconds.
4. **Web Enrichment Pipeline** — For high-scoring leads, automated web search confirms company size, location, industry, and title. Hard disqualifiers: enterprise employees, companies >50 people, students.
5. **The 10x Hook Strategy** — Instead of referencing their comment (creepy), offer 10x the value around the same topic. They commented for an AI ads skill? Give them 10 — Google, Meta, creative testing, budgets.
6. **Connection + Nurture Sequence** — Automated LinkedIn connection requests with personalized notes, followed by a multi-step DM nurture sequence — lead magnet → value drop → soft CTA over 2 weeks.
## Pipeline
1. **Find farm posts** — Identify LinkedIn posts with 500+ comments where people self-select by commenting a keyword to get a resource
2. **Scrape commenters** — Pull every commenter's name, headline, company, and LinkedIn URL using Apify — 776 comments → 763 leads in 2 minutes
3. **Auto-score by headline** — Keyword scoring filters 75% instantly — Founder/CEO = +2, Student/Intern = -5. No AI cost, pure pattern matching
4. **Web enrich the best** — For each 5+ scorer, web search to confirm company size, location, industry. 26% confirmation rate
5. **Signal-based outreach** — The 10x hook — they wanted 1 resource, you offer 10 around the same topic. 15-20% reply rate
## Use Cases
- **Agency lead generation:** Find marketing, SEO, and paid ads agency founders who are actively engaging with AI tool content — they're your warmest leads because they already want what you're selling.
- **SaaS competitor poaching:** Scrape commenters from competitor product launch posts. These people just showed interest in a similar product — reach them before they commit to the competitor.
- **Event and webinar prospecting:** LinkedIn event posts and webinar announcements attract high-intent audiences. Scrape attendee comments for a pre-qualified prospect list.
- **Thought leader audience mining:** Identify which thought leaders your ICP follows. Scrape their most engaged posts for a ready-made audience of potential customers who trust AI-forward creators.
## Warnings
- LinkedIn rate limits apply — send no more than 20-30 connection requests per day, 100 per week. Exceeding this triggers temporary account restrictions.
- Never reference the specific post someone commented on in your outreach — 'I saw you commented on X's post' feels surveillance-y. Speak to their intent, not their behavior.
- Without LinkedIn Premium, you can only send 5-10 connection notes per month. For signal-based outreach at scale, Premium (~$50/mo) is required for 200 notes/month.
- Apify scraping respects LinkedIn's public data. Never use scraped data for unsolicited bulk email — GDPR requires legitimate interest and opt-out mechanisms.
## Sample Output
```json
{
  "name": "Jorge Guglielmone",
  "headline": "Founder and CEO at The Collective Agency",
  "linkedin_url": "https://linkedin.com/in/jorgeguglielmone",
  "company": "The Collective Agency",
  "company_url": "https://www.thecollectiveagency.agency/",
  "location": "Fort Lauderdale, FL, USA",
  "industry": "Marketing/Advertising",
  "team_size": "Small (4 co-founders + team)",
  "auto_score": 7,
  "icp_score": 95,
  "score_breakdown": "titleMatch:20 + industryMatch:20 + sizeMatch:15 + locationMatch:10 + nonTechBonus:15 + saasSpend:10 + engagement:5",
  "source_post": "Ira Bodnar — Automate Google Ads with Claude",
  "comment_text": "Interested!",
  "enrichment": "Ex-Mindshare LatAm CEO (500+ staff). 20+ yrs agency experience. Now running boutique agency.",
  "why": "Senior agency founder, boutique scale. Perfect SaaS buyer who can't DIY.",
  "outreach_hook": "10 AI ad skills for agencies — Google, Meta, creative testing, budget optimization"
}
```
Download the complete skill file with full implementation details,
agent prompts, and ready-to-run scripts.